University of Illinois at Urbana-Champaign
Design, estimation, and prediction of computer experiments with applications to spatial data
Abstract
dc:descriptionAs computer experiments are widely used in engineering and various other fields of science and technology, stochastic modeling and statistical analysis have been introduced to handle their outputs. Since in certain computer experiments or physical phenomena, measurement error should not be neglected, a model that incorporates measurement error is introduced and applied to three real data sets arising from a spatial network of monitoring sites and from the mining industry. For some special covariance structures, a consistent estimator is also constructed to estimate the error variance.
Degree
thesis:*- Name thesis:degree_name
- Ph.D.
- Level thesis:degree_level
- Dissertation
- Discipline thesis:degree_discipline
- Statistics
- Grantor
- University of Illinois at Urbana-Champaign
- Year dc:date
- 2011
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Huang, Bidan
- Contributors dc:contributor
-
- Sacks, Jerome
Subjects
dc:subject × 1Rights
dc:rights- Statement dc:rights
-
- Copyright 1992 Huang, Bidan
- Language dc:language
- eng
Identifiers
dc:identifier.*- Identifier
-
AAI9215828
(UMI)AAI9215828 - OAI identifier oai:identifier
- oai:www.ideals.illinois.edu:2142/19289